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license: apache-2.0
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---
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license: apache-2.0
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---
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# [NeurIPS 2023] Saving 100x Storage: Prototype Replay for Reconstructing Training Sample Distribution in Class-Incremental Semantic Segmentation
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This is the Hugging Face model repository for the paper "Saving 100x Storage: Prototype Replay for Reconstructing Training Sample Distribution in Class-Incremental Semantic Segmentation," accepted by NeurIPS 2023.
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📝 [Paper](https://proceedings.neurips.cc/paper_files/paper/2023/hash/708e0d691a22212e1e373dc8779cbe53-Abstract-Conference.html)
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🐙 [GitHub](https://github.com/jinpeng0528/STAR)
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## Installation & Data Preparation
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Please follow the instructions provided in our [GitHub repository](https://github.com/jinpeng0528/STAR) for installation and data preparation.
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## Evaluation
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#### PASCAL VOC 2012
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To evaluate on the PASCAL VOC 2012 dataset, execute the following command:
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```shell
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python eval_voc.py --device 0 --test --resume path/to/weight.pth
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```
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#### ADE20K
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To evaluate on the ADE20K dataset, execute the following command:
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```shell
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python eval_ade.py --device 0 --test --resume path/to/weight.pth
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```
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## Citation
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```
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@inproceedings{chen2023saving,
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title={Saving 100x Storage: Prototype Replay for Reconstructing Training Sample Distribution in Class-Incremental Semantic Segmentation},
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author={Chen, Jinpeng and Cong, Runmin and Luo, Yuxuan and Ip, Horace Ho Shing and Kwong, Sam},
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booktitle={NeurIPS},
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year={2023}
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}
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```
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